Evidence map›Paper›PMID 42191191›Full record

ArticleBMJ open2026

Estimating time-varying cholera transmission and oral cholera vaccine effectiveness in Haiti and Cameroon, 2021-2023.

Erin N Hulland, Marie-Laure Charpignon, Ghinwa Y Hayek, Lihong Zhao, Rosemary Martoma, Angel N Desai, Maimuna S Majumder

Abstract read
In one paragraph

Article in BMJ open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Erin N HullandComputational Health Informatics Program, Boston Children's Hospital & Harvard Medical School, Boston, Massachusetts, USA e.hulland@gmail.com.ORCID http://orcid.org/0000-0003-0525-1856
Marie-Laure CharpignonComputational Health Informatics Program, Boston Children's Hospital & Harvard Medical School, Boston, Massachusetts, USA.ORCID http://orcid.org/0000-0002-5786-2627
Ghinwa Y HayekComp Epi Dispersed Volunteer Research Network, Boston, Massachusetts, USA.
Lihong ZhaoComp Epi Dispersed Volunteer Research Network, Boston, Massachusetts, USA.ORCID http://orcid.org/0000-0001-5985-0614
Rosemary MartomaDepartment of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA.
Angel N DesaiComp Epi Dispersed Volunteer Research Network, Boston, Massachusetts, USA.
Maimuna S MajumderComputational Health Informatics Program, Boston Children's Hospital & Harvard Medical School, Boston, Massachusetts, USA.

Funding

Digital data streams and machine learning for real-time modeling of vaccine-preventable infectious diseasesR35GM146974 · NIGMS · BOSTON CHILDREN'S HOSPITAL · PI Maimuna Shahnaz Majumder · 2022 to 2026
$2.2M
NIGMS NIH HHS R35 GM146974
6 · The paper itself

Abstract

backgroundIn 2023, cholera caused over 95 000 deaths globally, predominantly in low-income and conflict settings, and contributed to the wasting, stunting and malnutrition of millions in countries where the disease is endemic. Moreover, the frequency and magnitude of cholera outbreaks are rising. As a result, the demand for outbreak control interventions is quickly outpacing existing resources. Oral cholera vaccination (OCV) is one intervention among many used to limit further transmission. Since 2022, one-dose OCV (OCV1) has replaced the standard two-dose OCV due to limited global supply. However, only a handful of on-the-ground surveys of OCV1 effectiveness presently exist.

objectiveThis study aims to assess the transmission of cholera in outbreak settings using digital public health approaches and quantify OCV1 effectiveness in complement to on-the-ground surveys.

methodsUsing Haiti and Cameroon as natural case studies representing two disparate geographical and sociodemographic contexts, we employed computational digitisation techniques to extract weekly case counts from non-machine-readable images of outbreak epidemic curves. We then leveraged the R package

resultsEarly in either outbreak, weekly estimates of

conclusionsThis study underscores the value of combining digitised case data with computational techniques and the utility of

Indexed as

CholeraCholera VaccinesDisease OutbreaksVaccine EfficacyAdministration, OralCameroonHaitiHumansCholera VaccinesClimate ChangeDigital TechnologyDisease OutbreaksPublic healthVaccination

Identifiers

PMID42191191
PMCPMC13218178

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LicenceCC BY-NC
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.